US9151710B2 - Moisture measurement - Google Patents

Moisture measurement Download PDF

Info

Publication number
US9151710B2
US9151710B2 US14/403,650 US201314403650A US9151710B2 US 9151710 B2 US9151710 B2 US 9151710B2 US 201314403650 A US201314403650 A US 201314403650A US 9151710 B2 US9151710 B2 US 9151710B2
Authority
US
United States
Prior art keywords
optical
cellulose
bands
water
basis
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Active
Application number
US14/403,650
Other languages
English (en)
Other versions
US20150153273A1 (en
Inventor
Markku Mäntylä
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Valmet Automation Oy
Original Assignee
Valmet Automation Oy
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Valmet Automation Oy filed Critical Valmet Automation Oy
Assigned to METSO AUTOMATION OY reassignment METSO AUTOMATION OY ASSIGNMENT OF ASSIGNORS INTEREST (SEE DOCUMENT FOR DETAILS). Assignors: MÄNTYLÄ, Markku
Publication of US20150153273A1 publication Critical patent/US20150153273A1/en
Assigned to VALMET AUTOMATION OY reassignment VALMET AUTOMATION OY CHANGE OF NAME (SEE DOCUMENT FOR DETAILS). Assignors: METSO AUTOMATION OY
Assigned to VALMET AUTOMATION OY reassignment VALMET AUTOMATION OY CORRECTIVE ASSIGNMENT TO CORRECT THE ASSIGNEE'S ADDRESS PREVIOUSLY RECORDED AT REEL: 036101 FRAME: 0516. ASSIGNOR(S) HEREBY CONFIRMS THE CHANGE OF NAME. Assignors: METSO AUTOMATION OY
Application granted granted Critical
Publication of US9151710B2 publication Critical patent/US9151710B2/en
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Images

Classifications

    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N21/00Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
    • G01N21/17Systems in which incident light is modified in accordance with the properties of the material investigated
    • G01N21/25Colour; Spectral properties, i.e. comparison of effect of material on the light at two or more different wavelengths or wavelength bands
    • G01N21/31Investigating relative effect of material at wavelengths characteristic of specific elements or molecules, e.g. atomic absorption spectrometry
    • G01N21/35Investigating relative effect of material at wavelengths characteristic of specific elements or molecules, e.g. atomic absorption spectrometry using infrared light
    • G01N21/3554Investigating relative effect of material at wavelengths characteristic of specific elements or molecules, e.g. atomic absorption spectrometry using infrared light for determining moisture content
    • G01N21/3559Investigating relative effect of material at wavelengths characteristic of specific elements or molecules, e.g. atomic absorption spectrometry using infrared light for determining moisture content in sheets, e.g. in paper
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N21/00Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
    • G01N21/84Systems specially adapted for particular applications
    • G01N21/86Investigating moving sheets
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N33/00Investigating or analysing materials by specific methods not covered by groups G01N1/00 - G01N31/00
    • G01N33/34Paper
    • G01N33/346Paper sheets
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N21/00Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
    • G01N21/17Systems in which incident light is modified in accordance with the properties of the material investigated
    • G01N21/25Colour; Spectral properties, i.e. comparison of effect of material on the light at two or more different wavelengths or wavelength bands
    • G01N21/31Investigating relative effect of material at wavelengths characteristic of specific elements or molecules, e.g. atomic absorption spectrometry
    • G01N21/314Investigating relative effect of material at wavelengths characteristic of specific elements or molecules, e.g. atomic absorption spectrometry with comparison of measurements at specific and non-specific wavelengths
    • G01N2021/3148Investigating relative effect of material at wavelengths characteristic of specific elements or molecules, e.g. atomic absorption spectrometry with comparison of measurements at specific and non-specific wavelengths using three or more wavelengths
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N21/00Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
    • G01N21/84Systems specially adapted for particular applications
    • G01N21/86Investigating moving sheets
    • G01N2021/8663Paper, e.g. gloss, moisture content
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N2201/00Features of devices classified in G01N21/00
    • G01N2201/06Illumination; Optics
    • G01N2201/061Sources
    • G01N2201/06113Coherent sources; lasers
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N2201/00Features of devices classified in G01N21/00
    • G01N2201/06Illumination; Optics
    • G01N2201/062LED's

Definitions

  • the invention relates to a moisture measurement.
  • Moisture content of paper may be measured by directing infrared light from an optical source to the paper. Interaction between the paper and the infrared light attenuates the power of the infrared light. For example, water attenuates strongly at known, narrow optical bands in infrared region. The attenuation of water depends on the amount of the water in the paper. When an attenuation of an absorption band of water is measured, it is possible to determine moisture content of the measured paper.
  • An aspect of the invention relates to apparatus of claim 22 .
  • An aspect of the invention relates to system of claim 29 .
  • An aspect of the invention relates to system of claim 30 .
  • An aspect of the invention relates to method of claim 31 .
  • An aspect of the invention relates to method of claim 37 .
  • An aspect of the invention relates to a method of claim 38 .
  • An aspect of the invention relates to apparatus of claim 39 .
  • An aspect of the invention relates to a system of claim 41 .
  • An aspect of the invention relates to system of claim 42 .
  • the present solution provides advantages.
  • An optical moisture measurement becomes possible and accurate when measuring an object including at least one coloring substance and cellulose.
  • the process control of the measured object may also be enhanced on the basis of the measurement.
  • FIG. 1 shows a measurement configuration
  • FIG. 2A shows attenuation as function of wavelength
  • FIG. 2B shows corrected attenuation curves
  • FIG. 2C presents attenuations of the measured object with various amounts of different coloring substances
  • FIG. 3 shows a measuring system with a dispersing element
  • FIG. 4 shows a measuring system comprising a multichannel detector with interference filters
  • FIG. 5 shows a measuring system with revolving interference filters
  • FIG. 6 shows a measuring system with a plurality of narrow band optical sources and detection utilizing beam splitters
  • FIG. 7A illustrates control of a printing process
  • FIG. 7B illustrates a printing process
  • FIG. 7C illustrates a drying process
  • FIG. 8 illustrates a paper machine
  • FIG. 9 shows a flow chart of the measuring method
  • FIG. 10 shows a flow chart of the controlling method of a drying process
  • FIG. 11 shows a flow chart of the controlling method a printing process.
  • FIG. 1 presents a principle of a measurement configuration.
  • a measured object 100 comprising cellulose material and coloring substance is placed between an optical source 102 outputting optical radiation and a detector 104 receiving the optical radiation after interaction with the sheet 100 .
  • the detector 104 and the measuring unit 106 may be parts of a measuring device which may also comprise the optical source 102 .
  • the measured object 100 may be a sheet of paper, for example.
  • the cellulose material of the measured object 100 may be in wood fibers which may be raw material of the measured object 100 .
  • the coloring substance may one or more colorants or tones.
  • the coloring substance may be ink used to print readable characters such as alpha numeric signs and/or images on the measured object 100 .
  • the readable characters and/or images may be visible and recognizable on the measured object 100 when the measurement is made.
  • the coloring substance may be mixed and/or scattered within the material of the measured object 100 which may take place when the sheet of a colored paper or a sheet made of recycled paper is measured, for example.
  • the coloring substance may be a gravure ink or a relief printing ink, for example.
  • the optical source 102 may output a broad and continuous band of radiation.
  • the output optical band may comprise the infrared region including wavelengths between about 750 nm to 500 ⁇ m.
  • the optical band of the optical source 102 comprises a near infrared, a short-wavelength infrared and mid-wavelength infrared regions including wavelengths between about 750 nm to 10 ⁇ m, for example.
  • the optical source 102 may output at least two discrete optical bands in the measured optical bands.
  • the optical source 102 may comprise an incandescent lamp, a light-emitting diode (LED), a laser, a gas discharge lamp or the like, for example.
  • the optical source 102 may additionally comprise at least one optical component for changing the shape of the beam of the light and or directing the beam of light to the measured object 100 .
  • the at least one optical component may be a lens, a mirror, a beam splitter/combiner, an optical filter, optical fiber or the like.
  • the detector 104 receives optical radiation transmitted through the measured object 100 comprising cellulose material.
  • the detector 104 outputs electrical signals in response to detected powers of the measured optical bands such that the detector 104 is responsive to one or more predetermined optical absorption bands of water, one or more predetermined optical absorption bands cellulose and two or more separate optical bands apart from the predetermined optical absorption bands.
  • a predetermined absorption band means an optical band associated with an absolute or a local maximum in the absorption curve. That an optical band is associated with the maximum absorption means that at least one wavelength in the known absorption band is detected.
  • the at least one wavelength may comprise the wavelength with the strongest absorption in the detected band or the at least one wavelength may comprise one or more other wavelengths of the known absorption band.
  • the output power or the power distribution as a function of wavelength may be measured by taking a sample from the output optical radiation by the detector 104 when the measured object 100 is not between the optical source 102 and the detector 104 .
  • the measurement may be performed such that the detector 104 and the optical source 102 move over the edge of the measured object (shown in dashed lines).
  • a traversing measurement that may be performed after each traverse or from time to time.
  • the measurement without the measured object 100 defines a reference optical power I 0 in each measured band ⁇ i directed to the measured object 100 . In this way, the whole optical path can be measured.
  • a detector 108 similar to the detector 104 may be used to take a sample of the output optical radiation of the optical source 102 for an alternative or additional reference optical power I 0 .
  • the sample of the output optical radiation may mean some known percentages of the output optical radiation of the source 102 , for example. For instance, about 95% of each wavelength may proceed to the measured object 100 and 5% may be directed to the detector 108 by a beam splitter.
  • the power or the power distribution may be known beforehand since certain types of optical sources (such as lasers) may output a known optical power or a known optical power distribution in a known optical band. Hence, the sampling of the output optical power of the optical source 102 is not presented in more detail.
  • the detector 104 may comprise one or more detecting elements.
  • the detector 104 may be based on a semi-conductor technology.
  • the detector 104 may comprise at least one photo diode such as a PIN diode, an avalanche diode or the like.
  • the detecting elements of the detector 104 may be arranged in an array or in a matrix.
  • the detector 104 having a plurality of detecting elements may be comprise discrete elements or they may be integrated together using IC-technology (Integrated Circuit).
  • the matrix of elements of the detector 104 may be based on a InGaAs (Indium Gallium Arsenide), extended InGaAs, HgCdTe (Mercury Cadmium Telluride), PbS (Lead Sulfide), PbSe (Lead Selenide) technique in the infrared region, for example.
  • the detector 104 may detect different optical bands simultaneously such that different detecting elements detect different optical bands at the same time. Alternatively or additionally, the detector 104 may detect at least one optical band temporally successively with respect to at least one other optical band.
  • the detector 104 may additionally comprise at least one optical component for changing the shape of the beam of the light and/or directing the beam of light to the at least one detecting element.
  • the at least one optical component may be a lens, a mirror, a beam splitter/combiner, an optical filter, optical fiber or the like.
  • the measuring unit 106 measures several parameters of the detected bands of the optical radiation.
  • the detector 104 and the measuring unit 106 together form an optical power meter measuring optical power as a function of wavelength.
  • the measuring unit 106 may comprise at least one processor, at least one memory and at least one computer program for processing the measured data.
  • the detector 104 and at least one suitable computer program comprise the measuring device, since the at least one computer program may be loaded in an otherwise existing system associated with a paper machine or a printing machine for processing the data fed from the detector 104 .
  • the measuring unit 106 measures at least one water dependent value Aw on the basis of attenuation of the optical radiation in the one or more predetermined optical absorption bands 200 , 202 of water.
  • the attenuation is a linearized reciprocal value with respect to transmittance of the object 100 . However, they both imply the same property and may be referred to as attenuation.
  • the measuring unit 106 measures at least one cellulose dependent value Ac on the basis of attenuation of the optical radiation at the one or more predetermined optical absorption bands 204 , 206 of cellulose.
  • the water dependent value Aw of each band 200 , 202 may be related to an optical power integrated over the optical band 200 , 202 .
  • other measured values may be formed by integrating over the measured band.
  • the attenuation of a measured band ⁇ i may be measured by comparing the optical power I 0, ⁇ i directed to the measured object 100 and the optical power I ⁇ i received by the detector 104 .
  • a measured band ⁇ i may comprise monochromatic optical radiation or a continuous wavelength range.
  • the term I 0, ⁇ i may often be ignored such that its value may be assumed as 1, for instance.
  • the coefficients as j and aa j depend on the concentration of the substance j.
  • attenuations of water and cellulose material are measured.
  • other substances such as coloring materials cause a general wavelength dependence which may disturb the measurement of attenuation and result in displacement and tilt of attenuation curve with respect to a measurement performed with a sample without the coloring materials.
  • FIG. 2B illustrates the disturbance the coloring materials cause to the attenuation curve 220 .
  • the first curve 252 represents attenuation of a measured object without coloring substances.
  • the second curve 250 represents attenuation of a measured object with one kind of mixture of coloring substances.
  • the third curve 254 represents attenuation of a measured object with second kind of mixture of coloring substances. It can be seen that the curves 250 , 252 , 254 have shifted from each other and they have a tilting angle therebetween which may also have a wavelength dependence.
  • the derivative or difference quotient of the optical power as a function of wavelength depends on the scattering and absorption coefficients as o and aa o , irrespective whether the rest of the coefficients as w , as c , aa w and aa c are constant or variable.
  • the value of the scattering and absorption coefficients as o and aa o depends on the coloring substances which comprise the other substances in paper, for example. This is why the measurement of paper comprising coloring substances such as ink on the surface or inside the sheet faces problems in the prior art. However, it is possible to determine the general dependence of attenuation with respect to wavelength caused by the coloring substances.
  • the measuring unit 106 determines the general dependence of attenuation with respect to wavelength in the environment of the measured optical bands in water and cellulose absorption bands 200 , 204 , 202 , 206 .
  • the general dependence may be determined by measuring attenuations at the two or more predetermined separate optical bands 208 , 210 , 212 , 214 apart from the predetermined bands 200 , 202 , 204 , 206 associated with water and cellulose.
  • the general dependence of attenuation means a basic behavior of an attenuation curve 220 without absorption peaks of water and cellulose. Hence, it includes the disturbance caused by the coloring substances in the spectrum.
  • the measuring unit 106 may measure the attenuations taking into account the coloring substance(s) in two separate optical bands 212 and 214 .
  • the optical band 202 may comprise a wavelength about 1927 nm (5189.5 cm ⁇ 1 )
  • the optical band 206 may comprise a wavelength about 2108 nm (4743.1 cm ⁇ 1 )
  • the optical band 212 may comprise a wavelength about 1800 nm (5555 cm ⁇ 1 )
  • the optical band 214 may comprise a wavelength about 2250 nm (4444 cm ⁇ 1 ).
  • the measuring unit 106 may determine the general dependence of attenuation with respect to wavelength as a desired type of function the parameters of which are based on the attenuation values at the measured wavelengths 208 , 210 , 212 , 214 apart from the predetermined bands 200 , 204 , 202 , 206 related to water and cellulose.
  • the baseline of the general dependence of attenuation may comprise a piecewise linear function comprising at least two linear functions.
  • the curve of the general dependence of attenuation may be continuous but the slope may vary in different pieces. Each piece may range from one predetermined wavelength to another predetermined wavelength related to optical bands apart from the attenuation peaks of water and cellulose.
  • the type of function may also be a non-linear elementary or non-elementary function f( ⁇ ).
  • An example of non-linear elementary function is a polynomial function the degree of which is different from 1 and 0.
  • any function f( ⁇ ) may be required to pass through the measured points 212 , 214 .
  • a corresponding treatment may be applied to optical bands 208 , 200 , 204 and 210 where the optical bands 208 and 210 outside the attenuation peaks of water and cellulose are used to define parameters of the desired function.
  • the optical band 208 may comprise a wavelength about 1300 nm (7700 cm ⁇ 1 )
  • the optical band 210 may comprise a wavelength about 1650 nm (6040 cm ⁇ 1 ).
  • the optical band 200 may comprise a wavelength about 1450 nm (6900 cm ⁇ 1 ), and the optical band 204 may comprise a wavelength about 1600 nm (6250 cm ⁇ 1 ).
  • at least one predetermined separate optical band 218 for determining the function may also reside between any absorption bands 202 , 206 of water and cellulose.
  • the bandwidth of the measured bands may vary from about 1 nm to 100 nm, for instance.
  • the determination of the general dependency may be based on measurement with any of at least two of the bands 208 , 210 , 212 , 214 and 218 , for example.
  • the measuring unit 106 may measure the general dependence of attenuation on the basis of at least two optical bands.
  • One band 214 may be such that each of its wavelengths is longer than any of the wavelengths of the predetermined optical bands 202 , 206 associated with water and cellulose.
  • Another band 218 may be such that each of its wavelengths is between a predetermined optical absorption band 202 of water and a predetermined optical absorption band 214 of cellulose.
  • a third possible optical band 212 is such that each of its wavelengths is shorter than any of the wavelengths of predetermined optical absorption bands 202 , 206 of water and cellulose.
  • the measurement may be performed in a similar manner in the optical bands 208 , 200 , 204 and 210 .
  • the measuring unit 106 may form corrected water and cellulose dependent values Awc, Acc by removing the general dependence of attenuation from the water and cellulose dependent values Aw, Ac.
  • the integration may take place automatically in the detector element or it may be computed in the measuring unit.
  • a corresponding process may be applied to measurements of optical bands 208 , 200 , 204 and 210 . The measurement may be performed in a similar manner in the bands 208 , 200 , 204 and 210 .
  • the general dependence may be used to extrapolate or interpolate a value for attenuation in an optical band related to water and cellulose.
  • the measuring unit 106 may form each corrected water value Awc as a difference between a value Awf formed on the basis of the known type of function for a predetermined optical absorption band 202 of water and a corresponding water dependent value Aw.
  • the measuring unit 106 may form each corrected cellulose value Acc as a difference between a value Acf formed on the basis of the known type of function for a predetermined optical absorption band 206 of cellulose and a corresponding cellulose dependent value Ac.
  • the coefficient r may be a ratio I/L of distance I between the optical bands 208 and 200 and distance L between the optical bands 208 and 210 .
  • Awf and Acf may be computed in a similar manner.
  • the measuring unit 106 may form a moisture value Mv on the basis of at least one corrected moisture dependent value Awc and at least one corrected cellulose dependent value Acc.
  • the coefficient k may be determined by test measurements of predetermined samples having known amounts of at least one coloring substance, cellulose and water i.e the moisture value is also known beforehand.
  • the corrected cellulose and moisture dependent values correspond to each other if they have been corrected with the same general dependence of attenuation i.e. using the same baseline correction.
  • a plurality of moisture measurements based on the measurements of the same optical bands may be averaged.
  • a plurality of moisture values may be formed on the basis of measurements with various optical bands, an average moisture value of the measurements may be formed.
  • the moisture value may be formed by giving coefficients to the measurements in different optical bands.
  • the moisture value may be formed on the basis of the at least one moisture dependent value, the at least one cellulose dependent value, and the general dependence of attenuation.
  • the general dependence of attenuation compensates for the spectral disturbance of the at least one coloring substance.
  • a l may be measured at about 1805 nm, A 2 may be measured at about 1945 nm, A 3 may be measured at about 2110 nm and A 4 may be measured at about 2250 nm.
  • the numerator may be interpreted to represent a corrected water dependent value and the denominator may be interpreted to represent a corrected cellulose dependent value.
  • the coefficients a 0 , a 1 , a 2 , a 3 , a 4 and b 0 , b 1 , b 2 , b 3 , b 4 may be determined on the basis of test measurements with predetermined samples, for example.
  • the variable X may be the moisture value directly.
  • variable X and values of measured reference samples of predetermined moisture content may be matched together using a polynomial fitting.
  • the number of coefficients d 0 . . . d M depends on the degree M of the fitting polynomial which may be at least one.
  • the coefficients d 0 . . . d M may be determined on the basis of test measurements of predetermined samples.
  • the degree of the polynomial may be 2, for example.
  • FIG. 2C presents attenuations of the measured object 100 with various amounts of different coloring substances as a function of wavelength after the correction with the general dependence of attenuation.
  • the correction may correspond to a rotation of coordinates with an angle of a slope of the line 216 connecting the points of the optical bands apart from the absorption bands of water and cellulose.
  • the correction may correspond to parallel displacement of the curve 220 in a vertical direction.
  • FIG. 3 presents an embodiment where the detector 104 may comprise a dispersing component 300 which disperses the optical radiation into a spectrum of different optical bands ⁇ 1 to ⁇ M and a plurality of detector elements 302 .
  • the dispersing component 300 may comprise a prism or an optical grating.
  • the detector 104 may comprise a spectrometer.
  • the detector elements 302 may form an array or a matrix.
  • the detector elements 302 may form a InGaAs (Indium Gallium Arsenide), extended InGaAs, HgCdTe (Mercury Cadmium Telluride), PbS (Lead Sulfide), PbSe (Lead Selenide) sensor for the infrared light, for example.
  • InGaAs Indium Gallium Arsenide
  • extended InGaAs HgCdTe (Mercury Cadmium Telluride)
  • PbS Lead Sulfide
  • PbSe Lead
  • Each of the detector elements 302 receives one of the optical bands of the dispersed optical radiation and is responsive thereto by outputting an electrical signal corresponding to an optical power of the optical band.
  • the electrical signals may be fed to the measuring unit 106 .
  • An electrical signal from a suitable detector element 302 may alone be a signal relating to data on attenuation in a measured band.
  • signals from a plurality of detector elements 302 may comprise information on one measured optical band.
  • FIG. 4 presents an embodiment where the detector 104 may comprise a multichannel detector 400 and an optical interference filter 402 , 404 , 406 , 408 for each channel 410 , 412 , 414 , 416 of the multichannel detector 400 .
  • the number of channels is at least four.
  • At least one optical interference filter 402 may have one or more predetermined optical pass bands associated with maximum absorption of water.
  • At least one optical interference filter 404 may have one or more predetermined optical pass bands associated with maximum absorption of cellulose.
  • At least one optical interference filter 406 may have one or more predetermined separate optical pass bands apart from the predetermined optical absorption bands of water and cellulose.
  • At least one further optical interference filter 408 may also have one or more predetermined separate optical pass bands apart from the predetermined optical absorption bands of water and cellulose. At least one optical pass band of the interference filter 408 is different from the at least one pass band of the interference filter 406 .
  • the channels 410 to 416 may feed their responses to the measuring unit 106 which processes the detected optical bands as described above.
  • a typical bandwidth ⁇ of a pass band of an interference filter is between 1 nm to 100 nm for example.
  • the bandwidth may be selected freely.
  • a middle wavelength of the pass band may be adjusted freely such that a suitable measured optical band may be passed to the detector 104 .
  • FIG. 5 presents an embodiment which utilizes a revolving interference filter disc 500 .
  • the optical source is a broad band optical source capable of outputting all measured bands of optical radiation.
  • the detector 104 is capable of outputting an electrical signal relative to an optical power it receives.
  • the disc 500 may have at least four interference filters 402 , 404 , 406 , 408 each of which is capable of passing one measured optical band through. When the disc 500 is rotating, the interference filters 402 , 404 , 406 , 408 pass the measured optical bands towards the measured object 100 one after another.
  • the detector 104 correspondingly detects the measured optical bands one after another. Electrical signals related to the detected optical bands may be fed to the measuring unit 106 which processes the detected optical bands as described above.
  • FIG. 6 illustrates an embodiment which utilizes a group of optical source elements 600 which have a narrow optical output band.
  • the optical source elements 600 may be lasers or LEDs having the wavelengths used in the measurement.
  • the optical source 106 may have a reflector 602 such as a mirror for one optical source element in periphery, and beam splitters 604 , 606 , 608 for the rest of the optical source elements 600 .
  • the beam splitters 604 to 608 function as beam combiners such that all optical bands from the different optical source elements 600 are directed to the same section of the measured object 100 .
  • the detector 106 may have a group of detector elements 618 and a reflector 616 such as a mirror for one optical detector element in periphery, and beam splitters 610 , 612 , 614 for the rest of the optical detector elements 618 .
  • the beam splitters 610 to 614 split the measured beam into different measured optical bands and direct each band to one detector element 618 .
  • a broadband optical source may be used instead of a plurality of narrow band optical sources. If a broadband optical source is used, the mirror 602 and the beam splitters 604 to 608 may not be needed. Still, the detector 104 may remain the same as in FIG. 6 .
  • the detector 104 may be similar to that presented in FIG. 3 , i.e. the detector 104 comprises a spectrometer.
  • At least one optical source may sweep over at least one measured wavelength band.
  • FIG. 7A illustrates an embodiment where the measurement of moisture is used to control at least one process.
  • a measuring system 706 comprising the optical source 102 and the detector 104 feeds the measured signals to the measuring unit 106 which feeds the measured moisture value to the controller 700 which may control a printing process 702 and/or a drying process 704 .
  • the measuring unit 106 may be a part of the controller 700 or a separate entity.
  • coloring substance such as ink is transferred to a surface of paper which acts as the measured object 100 .
  • a purpose of the printing process 704 may be to reproduce text and/or images.
  • ink is fed from an ink container 726 to an ink roller 722 .
  • a printing cylinder 720 may receive ink from an ink roller 722 and transfer the ink to printing press through which paper is fed.
  • the ink is transferred from a printing cylinder 722 onto a surface of a paper by pressing the paper in contact with a printing cylinder 720 by an impression cylinder 724 , for example.
  • water from a water container 728 may be added to the ink.
  • the controller 700 may control the input of ink from the ink container 726 to the printing process on the basis of the moisture value. In a similar manner, the controller 700 may control the input of water from the water container 728 to the printing process on the basis of the moisture value.
  • FIG. 7C illustrates a drying process.
  • a drying process For instance, in a heatset web offset printing ink and paper may be dried such that a drier 730 blows hot air to the paper.
  • This drying process may be called forced-air heating.
  • the drying power may be increased by increasing temperature of the hot air in a heater 732 .
  • the drying power may be decreased by decreasing temperature of the hot air in a heater 732 .
  • the hot air flow [m 3 /s] may be increased or decreased by a blower 734 to change the drying power. If too high drying power is used, paper becomes rough and/or wrinkled and it surface doesn't look good. Additionally, the too dry papers are statically electric causing them to adhere to each other which makes their handling difficult.
  • FIG. 8 shows the principle structure of a paper machine.
  • a pulp flow or a plurality of pulp flows may be fed into the paper machine through a wire pit 800 , which is usually preceded by a mixing tank 830 for pulp flows and a machine tank 832 .
  • the pulp may contain coloring substances which may be traces of coloring substances from colored paper or recycled paper added to the pulp on purpose.
  • Machine pulp is batched for a short circulation by a weight control or a grade change program.
  • the mixing tank 830 and the machine tank 832 may also be replaced by a separate mixing reactor (not shown in FIG. 8 ) and the batching of machine pulp is controlled by feeding each pulp flow separately by means of valves or some other flow regulating means 828 .
  • the machine pulp is mixed with water to provide the short circulation (a broken line from a former 810 to the wire pit 800 ) with a desired consistency.
  • the pulp thus produced, it is possible to remove sand (hydrocyclones), air (deaeration tank) or other rough material (pressure screen) by cleaning equipment 802 , and pulp is pumped by means of a pump 804 into a head box 806 .
  • a filler TA such as kaolin clay, calcium carbonate, talc, chalk, titanium oxide, silica, etc.
  • a retention agent RA such as inorganic, natural organic or synthetic water-soluble organic polymers may be added to the pulp.
  • the filler may be used to improve formation, surface properties, opacity, brightness and printability and to reduce manufacturing costs.
  • the retention agents RA for their part, increase the retention of fines and fillers and simultaneously speed up the de-watering in a manner known per se. Both the fillers and the retention agents thus affect the surface topography of the web and the paper. With TA and/or RA at least one coloring substance may be added to the pulp.
  • the pulp is fed through a slice 808 of the head box into the former 810 , which may be a fourdrinier or a gap former.
  • the former 810 the web 10 is dewatered and ash, fines and fibres are removed into the short circulation.
  • the pulp is fed as a web 10 onto the wire, and the web 10 is preliminarily dried and pressed in a press 812 .
  • the web 10 is primarily dried in a drying section 814 .
  • a paper machine which in this application refers to both paper and cardboard machines and also to pulp manufacturing machines, may also comprise, for instance, a precalender 838 , a coating part/section 840 and/or a post-calender 842 .
  • a coating colour which may contain for example kaolin, chalk or carbonate, starch, and/or latex, may be applied onto the paper surface. The use of coating colour usually reduces the roughness of the paper and improves glossiness.
  • the surface topography of the paper can be changed.
  • the calender 838 , 842 may also affect the thickness and/or gloss of the paper.
  • the properties of the paper web may be changed by moistening the web or by means of temperature and nip load/pressure between the rolls so that the greater the press applied to the web is, the smoother and glossier the paper will become. Moistening and an increase in the temperature further reduce roughness and improve glossiness.
  • the operation of a paper machine is known per se to a person skilled in the art, wherefore it is not described in more detail in this context.
  • FIG. 8 also shows a control system for the paper machine. Factors affecting the quality and grade change include the amount and ratio of pulp flows, amount of filler, amount of retention agent, machine velocity, amount of backwater and drying capacity.
  • a controller 826 may control the batching of pulp flows by means of regulating valves 828 , the batching of the filler TA by a valve 836 , the batching of the retention agent RA by a valve 834 , it may also control the size of the slice 808 , the machine velocity, the amount of backwater and the drying process in block 814 .
  • the controller 826 utilizes the measuring devices 816 to 820 which comprise the detector 804 and usually also the optical radiation source 802 for monitoring moisture.
  • the controller 826 may also measure the web 10 properties elsewhere (e.g. at the same points where controls are carried out).
  • the controller 826 may be considered as a control arrangement based on automatic data processing of the paper machine, or as a part thereof.
  • the controller 826 may receive digital signals or convert the received analog signals to digital signals.
  • the controller 826 may comprise a microprocessor and memory and process the signal according to a suitable computer program.
  • the controller 826 may be based on a PID (Proportional-Integral-Derivative), MPC (Model Predictive Control) or GPC (General Predictive Control) control, for example.
  • FIG. 9 presents a flow chart of the measurement.
  • step 900 allowing optical radiation propagate through a measured object comprising cellulose material and coloring substance.
  • step 902 measuring at least one water dependent value on the basis of attenuation of the optical radiation transmitted through the measured object in one or more predetermined optical absorption bands of water.
  • step 904 measuring at least one cellulose dependent value on the basis of attenuation of the optical radiation transmitted through the measured object in one or more predetermined optical absorption bands of cellulose.
  • step 906 determining general dependence of attenuation of the optical radiation transmitted through the measured object with respect to wavelength by measuring attenuations at two or more predetermined separate optical bands known to include spectral disturbance caused by the at least one coloring substance, the separate optical bands being apart from the predetermined optical bands associated with water and cellulose.
  • step 908 a moisture value is formed on the basis of at least one moisture dependent value, at least one cellulose dependent value, and the general dependence of attenuation for compensating for the spectral disturbance of the at least one coloring substance.
  • FIG. 10 presents a flow chart of a control of a drying process.
  • the step 1000 comprises the steps of FIG. 9 .
  • drying power in a drying process is controlled on the basis of the moisture value.
  • FIG. 11 presents a flow chart of a control of a printing process.
  • the step 1100 comprises the steps of FIG. 9 .
  • step 1102 water input in a printing process is controlled on the basis of the moisture value.
  • the measuring unit 106 and the controllers 700 , 826 capable of performing the steps presented in at least one of FIGS. 9 to 11 may be implemented as an electronic digital computer, or a circuitry which may comprise a working memory (RAM), a central processing unit (CPU), and a system clock.
  • the CPU may comprise a set of registers, an arithmetic logic unit, and a controller.
  • the controller or the circuitry is controlled by a sequence of program instructions transferred to the CPU from the RAM.
  • the controller may contain a number of microinstructions for basic operations. The implementation of microinstructions may vary depending on the CPU design.
  • the program instructions may be coded by a programming language, which may be a high-level programming language, such as C, Java, etc., or a low-level programming language, such as a machine language, or an assembler.
  • the electronic digital computer may also have an operating system, which may provide system services to a computer program written with the program instructions.
  • the measuring unit 106 and the controllers 700 , 826 may comprise circuitries which refer to all of the following: (a) hardware-only circuit implementations, such as implementations in only analog and/or digital circuitry, and (b) combinations of circuits and software (and/or firmware), such as (as applicable): (i) a combination of processor(s) or (ii) portions of processor(s)/software including digital signal processor(s), software, and memory(ies) that work together to cause an apparatus to perform various functions, and (c) circuits, such as a microprocessor(s) or a portion of a microprocessor(s), that require software or firmware for operation, even if the software or firmware is not physically present.
  • circuitry would also cover an implementation of merely a processor (or multiple processors) or a portion of a processor and its (or their) accompanying software and/or firmware.
  • An embodiment provides a computer program embodied on a distribution medium, comprising program instructions which, when loaded into an electronic apparatus, are configured to control the apparatus to execute the embodiments described above.
  • the computer program may be in source code form, object code form, or in some intermediate form, and it may be stored in some sort of carrier, which may be any entity or device capable of carrying the program.
  • carrier include a record medium, computer memory, read-only memory, and a software distribution package, for example.
  • the computer program may be executed in a single electronic digital computer or it may be distributed amongst a number of computers.
  • the apparatuses may also be implemented as one or more integrated circuits, such as application-specific integrated circuits ASIC (Application Specific Integrated Circuit).
  • ASIC Application Specific Integrated Circuit
  • Other hardware embodiments are also feasible, such as a circuit built of separate logic components.
  • a hybrid of these different implementations is also feasible.

Landscapes

  • Physics & Mathematics (AREA)
  • Chemical & Material Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Biochemistry (AREA)
  • Analytical Chemistry (AREA)
  • General Health & Medical Sciences (AREA)
  • General Physics & Mathematics (AREA)
  • Immunology (AREA)
  • Pathology (AREA)
  • Spectroscopy & Molecular Physics (AREA)
  • Engineering & Computer Science (AREA)
  • Food Science & Technology (AREA)
  • Medicinal Chemistry (AREA)
  • Investigating Or Analysing Materials By Optical Means (AREA)
US14/403,650 2012-05-25 2013-05-22 Moisture measurement Active US9151710B2 (en)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
FI20125561A FI125721B (sv) 2012-05-25 2012-05-25 Anordning och förfarande för mätning av ett föremål som omfattar cellulosamaterial och åtminstone ett färgämne inklusive trycksvärta
FI20125561 2012-05-25
PCT/FI2013/050560 WO2013175072A1 (en) 2012-05-25 2013-05-22 Moisture measurement

Publications (2)

Publication Number Publication Date
US20150153273A1 US20150153273A1 (en) 2015-06-04
US9151710B2 true US9151710B2 (en) 2015-10-06

Family

ID=49623216

Family Applications (1)

Application Number Title Priority Date Filing Date
US14/403,650 Active US9151710B2 (en) 2012-05-25 2013-05-22 Moisture measurement

Country Status (6)

Country Link
US (1) US9151710B2 (sv)
EP (1) EP2856112A4 (sv)
CN (1) CN104508459A (sv)
CA (1) CA2874197C (sv)
FI (1) FI125721B (sv)
WO (1) WO2013175072A1 (sv)

Families Citing this family (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2018199933A1 (en) * 2017-04-25 2018-11-01 Hewlett-Packard Development Company, L.P. Determining a characteristic of a substrate
JP7456171B2 (ja) * 2020-01-31 2024-03-27 セイコーエプソン株式会社 処理装置
CN112763573B (zh) * 2020-12-31 2024-02-06 绵阳同成智能装备股份有限公司 一种基于纸张检测扫描装置的横幅曲线干扰补偿方法及系统
CN113125382B (zh) * 2021-03-31 2023-12-29 北京印刷学院 基于光学特性的喷墨印刷烘干效果检测方法及装置
CN113172993A (zh) * 2021-04-27 2021-07-27 广州诚鼎机器人有限公司 一种浆料湿度监测设备和椭圆印花机

Citations (22)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US3792271A (en) * 1972-06-30 1974-02-12 Asea Ab Means for determining moisture content and/or surface weight
GB2044443A (en) 1979-03-19 1980-10-15 Lippke Gmbh Co Kg Paul A method of measuring the content of a substance in a film comprising at least one other substance
US4300049A (en) 1980-02-27 1981-11-10 Accuray Corporation Dynamically standardized radiant energy method and apparatus for plural channel gain independent material property measurement
US4306151A (en) 1978-02-03 1981-12-15 Measurex Corporation Method of measuring the amount of substance associated with a material in the presence of a contaminant
US4707603A (en) 1984-03-23 1987-11-17 Sahkoliikkeiden Oy Procedure for measuring contents of hydrocarbons in liquids containing such
US4805623A (en) 1987-09-04 1989-02-21 Vander Corporation Spectrophotometric method for quantitatively determining the concentration of a dilute component in a light- or other radiation-scattering environment
US4845730A (en) * 1986-12-20 1989-07-04 Paul Lippke Gmbh Und Co. Kg Selective on-line measurement of filler components in paper
EP0332018A2 (en) 1988-03-10 1989-09-13 Abb Process Automation Inc. Clay sensor
EP0380412A2 (en) 1989-01-27 1990-08-01 Measurex Corporation Coating weight measuring and control apparatus and method
US5124552A (en) * 1991-01-28 1992-06-23 Measurex Corporation Sensor and method for measuring web moisture with optimal temperature insensitivity over a wide basis weight range
US5250811A (en) 1991-12-20 1993-10-05 Eastman Kodak Company Method for determining compositional information of a multilayer web
US5276327A (en) 1991-12-09 1994-01-04 Measurex Corporation Sensor and method for mesaurement of select components of a material
US6281498B1 (en) 1996-11-19 2001-08-28 Infrared Engineering Limited Infrared measuring gauges
US6355931B1 (en) 1998-10-02 2002-03-12 The Regents Of The University Of California System and method for 100% moisture and basis weight measurement of moving paper
US6495831B1 (en) 1997-09-15 2002-12-17 Metso Paper Automation Oy Method and apparatus for measuring properties of paper
US6526369B1 (en) 1998-07-14 2003-02-25 Voith Sulzer Papiertechnik Patent Gmbh Apparatus and process for a cross-direction profile of a material web
US20030047135A1 (en) 2000-02-10 2003-03-13 Markku Kansakoski Method and apparatus for measuring coating
US20050155735A1 (en) 2004-01-20 2005-07-21 Thomas Ischdonat Basis weight of the liner in a fibrous web
DE102004060036A1 (de) 2004-12-10 2006-06-14 Voith Paper Patent Gmbh Verfahren und Vorrichtung zur Messung der Feuchte einer Materialbahn
US20090185162A1 (en) 2008-01-21 2009-07-23 Honeywell International Inc. Apparatus and method for measuring and/or controlling paper pulp properties
WO2011135179A1 (en) 2010-04-26 2011-11-03 Metso Automation Oy Web measurement
WO2012057699A1 (en) 2010-10-28 2012-05-03 Imego Aktiebolag A system and a method for detecting material parameters

Patent Citations (22)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US3792271A (en) * 1972-06-30 1974-02-12 Asea Ab Means for determining moisture content and/or surface weight
US4306151A (en) 1978-02-03 1981-12-15 Measurex Corporation Method of measuring the amount of substance associated with a material in the presence of a contaminant
GB2044443A (en) 1979-03-19 1980-10-15 Lippke Gmbh Co Kg Paul A method of measuring the content of a substance in a film comprising at least one other substance
US4300049A (en) 1980-02-27 1981-11-10 Accuray Corporation Dynamically standardized radiant energy method and apparatus for plural channel gain independent material property measurement
US4707603A (en) 1984-03-23 1987-11-17 Sahkoliikkeiden Oy Procedure for measuring contents of hydrocarbons in liquids containing such
US4845730A (en) * 1986-12-20 1989-07-04 Paul Lippke Gmbh Und Co. Kg Selective on-line measurement of filler components in paper
US4805623A (en) 1987-09-04 1989-02-21 Vander Corporation Spectrophotometric method for quantitatively determining the concentration of a dilute component in a light- or other radiation-scattering environment
EP0332018A2 (en) 1988-03-10 1989-09-13 Abb Process Automation Inc. Clay sensor
EP0380412A2 (en) 1989-01-27 1990-08-01 Measurex Corporation Coating weight measuring and control apparatus and method
US5124552A (en) * 1991-01-28 1992-06-23 Measurex Corporation Sensor and method for measuring web moisture with optimal temperature insensitivity over a wide basis weight range
US5276327A (en) 1991-12-09 1994-01-04 Measurex Corporation Sensor and method for mesaurement of select components of a material
US5250811A (en) 1991-12-20 1993-10-05 Eastman Kodak Company Method for determining compositional information of a multilayer web
US6281498B1 (en) 1996-11-19 2001-08-28 Infrared Engineering Limited Infrared measuring gauges
US6495831B1 (en) 1997-09-15 2002-12-17 Metso Paper Automation Oy Method and apparatus for measuring properties of paper
US6526369B1 (en) 1998-07-14 2003-02-25 Voith Sulzer Papiertechnik Patent Gmbh Apparatus and process for a cross-direction profile of a material web
US6355931B1 (en) 1998-10-02 2002-03-12 The Regents Of The University Of California System and method for 100% moisture and basis weight measurement of moving paper
US20030047135A1 (en) 2000-02-10 2003-03-13 Markku Kansakoski Method and apparatus for measuring coating
US20050155735A1 (en) 2004-01-20 2005-07-21 Thomas Ischdonat Basis weight of the liner in a fibrous web
DE102004060036A1 (de) 2004-12-10 2006-06-14 Voith Paper Patent Gmbh Verfahren und Vorrichtung zur Messung der Feuchte einer Materialbahn
US20090185162A1 (en) 2008-01-21 2009-07-23 Honeywell International Inc. Apparatus and method for measuring and/or controlling paper pulp properties
WO2011135179A1 (en) 2010-04-26 2011-11-03 Metso Automation Oy Web measurement
WO2012057699A1 (en) 2010-10-28 2012-05-03 Imego Aktiebolag A system and a method for detecting material parameters

Non-Patent Citations (7)

* Cited by examiner, † Cited by third party
Title
Aug. 26, 2014 International Preliminary Report on Patentability issued in International Application No. PCT/FI2013/050560.
Dumont et al., "Estimation of Moisture Variations on Paper Machines," IEEE Transactions on Control Systems, Jun. 1993, No. 2, pp. 101-112.
Jun. 3, 2014 Search Report issued in Finnish Application No. 20125561.
May 7, 2015 Extended Search Report issued in European Application No. 13793944.3.
Pover et al., "NIR-Feuchteanalysatoren fü berahrungslose On-line-Messungen unter Produktionsbedingungen," TM Technisches Messen, Mar. 1992, No. 3, pp. 116-120.
Pover et al., "NIR-Feuchteanalysatoren fü{umlaut over ( )} berahrungslose On-line-Messungen unter Produktionsbedingungen," TM Technisches Messen, Mar. 1992, No. 3, pp. 116-120.
Sep. 9, 2013 Search Report issued in International Application No. PCT/FI2013/050560.

Also Published As

Publication number Publication date
US20150153273A1 (en) 2015-06-04
EP2856112A1 (en) 2015-04-08
FI20125561A (sv) 2013-11-26
CA2874197C (en) 2020-04-07
EP2856112A4 (en) 2015-06-03
CA2874197A1 (en) 2013-11-28
WO2013175072A1 (en) 2013-11-28
CN104508459A (zh) 2015-04-08
FI125721B (sv) 2016-01-29

Similar Documents

Publication Publication Date Title
US9151710B2 (en) Moisture measurement
US7494567B2 (en) Combined paper sheet temperature and moisture sensor
US6272440B1 (en) Method and apparatus for measuring color and/or composition
US7880156B2 (en) System and method for z-structure measurements using simultaneous multi-band tomography
US9574994B2 (en) Sheet measurement
WO1999030136A1 (en) Method and apparatus for measuring color and/or composition
US6470294B1 (en) System and method for the on-line measurement of glue application rate on a corrugator
US20090184257A1 (en) Apparatus and method for measuring and/or controlling ultraviolet-activated materials in a paper-making process
JP2000131030A (ja) 材料路の特性の横断方向プロフィルを測定する測定装置
US9625382B2 (en) Method and apparatus for measuring gloss
CA2987076A1 (en) Holmium oxide glasses as calibration standards for near infrared moisture sensors
US20130148107A1 (en) Multi-source sensor for online characterization of web products and related system and method
EP2564182B1 (en) Measurement of a property of a paper or board web containing gypsum
EP2135062B1 (en) Web measurement
CA2795472C (en) Method of modeling the coloring process in moving web manufacturing
US20220317051A1 (en) Measurement apparatus and measurement method
US20120010841A1 (en) System and method for adjusting an on-line appearance sensor system
Ding et al. A multisensor fusion and integration system design and its application
US7482590B2 (en) Method for determining the coating quantity on a material web
CN111512128A (zh) 用于实时网状物制造监控的方法和系统

Legal Events

Date Code Title Description
FEPP Fee payment procedure

Free format text: PAYOR NUMBER ASSIGNED (ORIGINAL EVENT CODE: ASPN); ENTITY STATUS OF PATENT OWNER: LARGE ENTITY

AS Assignment

Owner name: METSO AUTOMATION OY, FINLAND

Free format text: ASSIGNMENT OF ASSIGNORS INTEREST;ASSIGNOR:MAENTYLAE, MARKKU;REEL/FRAME:034536/0388

Effective date: 20141201

AS Assignment

Owner name: VALMET AUTOMATION OY, FINLAND

Free format text: CHANGE OF NAME;ASSIGNOR:METSO AUTOMATION OY;REEL/FRAME:036101/0516

Effective date: 20150410

AS Assignment

Owner name: VALMET AUTOMATION OY, FINLAND

Free format text: CORRECTIVE ASSIGNMENT TO CORRECT THE ASSIGNEE'S ADDRESS PREVIOUSLY RECORDED AT REEL: 036101 FRAME: 0516. ASSIGNOR(S) HEREBY CONFIRMS THE CHANGE OF NAME;ASSIGNOR:METSO AUTOMATION OY;REEL/FRAME:036335/0264

Effective date: 20150410

STCF Information on status: patent grant

Free format text: PATENTED CASE

MAFP Maintenance fee payment

Free format text: PAYMENT OF MAINTENANCE FEE, 4TH YEAR, LARGE ENTITY (ORIGINAL EVENT CODE: M1551); ENTITY STATUS OF PATENT OWNER: LARGE ENTITY

Year of fee payment: 4

MAFP Maintenance fee payment

Free format text: PAYMENT OF MAINTENANCE FEE, 8TH YEAR, LARGE ENTITY (ORIGINAL EVENT CODE: M1552); ENTITY STATUS OF PATENT OWNER: LARGE ENTITY

Year of fee payment: 8